flowchart LR A[Sensory Inputs] --> B[Textual Representation] --> C[Reasoning] --> D[Structured Output] --> E[V2X App] --> F[Wireless Action]
Select papers from IEEE ICC 2025 Tutorial/Workshop
Ref : https://arxiv.org/abs/2412.10107
flowchart LR A[Sensory Inputs] --> B[Textual Representation] --> C[Reasoning] --> D[Structured Output] --> E[V2X App] --> F[Wireless Action]
Ref : https://arxiv.org/abs/2410.18104
Traditional Wireless System (Without LLM)
flowchart TD
A["Raw Sensory Data<br/>(GPS, Camera, LiDAR, Radio)"] --> B["Preprocessing/Feature Extraction"]
B --> C["Math/ML-based Algorithm<br/>(Beam Tracking, V2X Decisions, etc.)"]
C --> D["Structured Output/Action<br/>(Beam Angle, Network Command)"]
D --> E["Wireless System Actuation or V2X Application"]
LLM-Based Wireless System (ENWAR/NetOrchLLM Style)
flowchart TD
A["Raw Sensory Data<br/>(GPS, Camera, LiDAR, Radio)"] --> B[Textualization<br/>Multi-Modal Embedding]
B --> C["RAG/Knowledge Retrieval<br/>+ Context Fusion"]
C --> D["LLM Reasoning<br/>(Interpret + Explain + Decide)"]
D --> E["Convert Decision<br/>to Structured Action"]
E --> F["Math/ML-based Algorithm<br/>(Precise Calculation)"]
F --> G["Structured Output/Action<br/>(Beam Angle, Network Command)"]
G --> H[Wireless System Actuation or V2X Application]